Overview
Dataset statistics
| Number of variables | 8 |
|---|---|
| Number of observations | 2420 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 153.6 KiB |
| Average record size in memory | 65.0 B |
Variable types
| DateTime | 1 |
|---|---|
| TimeSeries | 5 |
| Boolean | 1 |
| Numeric | 1 |
Timeseries statistics
| Number of series | 5 |
|---|---|
| Time series length | 2420 |
| Starting point | 2010-01-04 00:00:00 |
| Ending point | 2019-08-19 00:00:00 |
| Period | 1 day, 10 hours and 51 minutes |
repaired? has constant value "False" | Constant |
adj close is highly overall correlated with close and 3 other fields | High correlation |
close is highly overall correlated with adj close and 3 other fields | High correlation |
high is highly overall correlated with adj close and 3 other fields | High correlation |
low is highly overall correlated with adj close and 3 other fields | High correlation |
open is highly overall correlated with adj close and 3 other fields | High correlation |
adj close is non stationary | Non stationary |
close is non stationary | Non stationary |
high is non stationary | Non stationary |
low is non stationary | Non stationary |
open is non stationary | Non stationary |
adj close is seasonal | Seasonal |
close is seasonal | Seasonal |
high is seasonal | Seasonal |
low is seasonal | Seasonal |
open is seasonal | Seasonal |
Date has unique values | Unique |
volume has 32 (1.3%) zeros | Zeros |
Reproduction
| Analysis started | 2026-02-02 04:33:17.535862 |
|---|---|
| Analysis finished | 2026-02-02 04:33:20.540845 |
| Duration | 3 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
Date
Date
Unique
| Distinct | 2420 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.8 KiB |
| Minimum | 2010-01-04 00:00:00 |
|---|---|
| Maximum | 2019-08-19 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
adj close
Numeric time series
High correlation Non stationary Seasonal
| Distinct | 631 |
|---|---|
| Distinct (%) | 26.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1341.3285 |
|---|---|
| Minimum | 1051 |
| Maximum | 1889 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 37.8 KiB |
Quantile statistics
| Minimum | 1051 |
|---|---|
| 5-th percentile | 1117 |
| Q1 | 1222 |
| median | 1289 |
| Q3 | 1403.25 |
| 95-th percentile | 1720.05 |
| Maximum | 1889 |
| Range | 838 |
| Interquartile range (IQR) | 181.25 |
Descriptive statistics
| Standard deviation | 180.13868 |
|---|---|
| Coefficient of variation (CV) | 0.1342987 |
| Kurtosis | 0.071151135 |
| Mean | 1341.3285 |
| Median Absolute Deviation (MAD) | 79 |
| Skewness | 0.99405291 |
| Sum | 3246015 |
| Variance | 32449.945 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.3115491291 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 502 |
|---|---|
| min | 3 days |
| max | 5 days |
| mean | 3 days, 3 hours and 15 minutes |
| std | 8 hours, 21 minutes and 36.73 seconds |
| Value | Count | Frequency (%) |
| 1244 | 19 | 0.8% |
| 1286 | 18 | 0.7% |
| 1224 | 17 | 0.7% |
| 1272 | 17 | 0.7% |
| 1266 | 15 | 0.6% |
| 1226 | 15 | 0.6% |
| 1234 | 15 | 0.6% |
| 1324 | 15 | 0.6% |
| 1316 | 14 | 0.6% |
| 1229 | 14 | 0.6% |
| Other values (621) | 2261 |
| Value | Count | Frequency (%) |
| 1051 | 1 | < 0.1% |
| 1052 | 1 | < 0.1% |
| 1054 | 1 | < 0.1% |
| 1056 | 1 | < 0.1% |
| 1060 | 2 | |
| 1062 | 2 | |
| 1063 | 1 | < 0.1% |
| 1064 | 1 | < 0.1% |
| 1065 | 1 | < 0.1% |
| 1066 | 3 |
| Value | Count | Frequency (%) |
| 1889 | 1 | |
| 1874 | 1 | |
| 1870 | 1 | |
| 1858 | 1 | |
| 1856 | 1 | |
| 1854 | 1 | |
| 1849 | 1 | |
| 1828 | 1 | |
| 1827 | 2 | |
| 1826 | 1 |
ACF and PACF
close
Numeric time series
High correlation Non stationary Seasonal
| Distinct | 631 |
|---|---|
| Distinct (%) | 26.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1341.3285 |
|---|---|
| Minimum | 1051 |
| Maximum | 1889 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 37.8 KiB |
Quantile statistics
| Minimum | 1051 |
|---|---|
| 5-th percentile | 1117 |
| Q1 | 1222 |
| median | 1289 |
| Q3 | 1403.25 |
| 95-th percentile | 1720.05 |
| Maximum | 1889 |
| Range | 838 |
| Interquartile range (IQR) | 181.25 |
Descriptive statistics
| Standard deviation | 180.13868 |
|---|---|
| Coefficient of variation (CV) | 0.1342987 |
| Kurtosis | 0.071151135 |
| Mean | 1341.3285 |
| Median Absolute Deviation (MAD) | 79 |
| Skewness | 0.99405291 |
| Sum | 3246015 |
| Variance | 32449.945 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.3115491291 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 502 |
|---|---|
| min | 3 days |
| max | 5 days |
| mean | 3 days, 3 hours and 15 minutes |
| std | 8 hours, 21 minutes and 36.73 seconds |
| Value | Count | Frequency (%) |
| 1244 | 19 | 0.8% |
| 1286 | 18 | 0.7% |
| 1224 | 17 | 0.7% |
| 1272 | 17 | 0.7% |
| 1266 | 15 | 0.6% |
| 1226 | 15 | 0.6% |
| 1234 | 15 | 0.6% |
| 1324 | 15 | 0.6% |
| 1316 | 14 | 0.6% |
| 1229 | 14 | 0.6% |
| Other values (621) | 2261 |
| Value | Count | Frequency (%) |
| 1051 | 1 | < 0.1% |
| 1052 | 1 | < 0.1% |
| 1054 | 1 | < 0.1% |
| 1056 | 1 | < 0.1% |
| 1060 | 2 | |
| 1062 | 2 | |
| 1063 | 1 | < 0.1% |
| 1064 | 1 | < 0.1% |
| 1065 | 1 | < 0.1% |
| 1066 | 3 |
| Value | Count | Frequency (%) |
| 1889 | 1 | |
| 1874 | 1 | |
| 1870 | 1 | |
| 1858 | 1 | |
| 1856 | 1 | |
| 1854 | 1 | |
| 1849 | 1 | |
| 1828 | 1 | |
| 1827 | 2 | |
| 1826 | 1 |
ACF and PACF
high
Numeric time series
High correlation Non stationary Seasonal
| Distinct | 641 |
|---|---|
| Distinct (%) | 26.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1348.1339 |
|---|---|
| Minimum | 1062 |
| Maximum | 1912 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 37.8 KiB |
Quantile statistics
| Minimum | 1062 |
|---|---|
| 5-th percentile | 1124 |
| Q1 | 1226 |
| median | 1293 |
| Q3 | 1413 |
| 95-th percentile | 1728 |
| Maximum | 1912 |
| Range | 850 |
| Interquartile range (IQR) | 187 |
Descriptive statistics
| Standard deviation | 181.90588 |
|---|---|
| Coefficient of variation (CV) | 0.13493162 |
| Kurtosis | 0.094607715 |
| Mean | 1348.1339 |
| Median Absolute Deviation (MAD) | 78 |
| Skewness | 1.0053607 |
| Sum | 3262484 |
| Variance | 33089.751 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.3117663984 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 502 |
|---|---|
| min | 3 days |
| max | 5 days |
| mean | 3 days, 3 hours and 15 minutes |
| std | 8 hours, 21 minutes and 36.73 seconds |
| Value | Count | Frequency (%) |
| 1274 | 15 | 0.6% |
| 1285 | 15 | 0.6% |
| 1292 | 15 | 0.6% |
| 1288 | 15 | 0.6% |
| 1294 | 15 | 0.6% |
| 1321 | 15 | 0.6% |
| 1287 | 14 | 0.6% |
| 1224 | 14 | 0.6% |
| 1293 | 14 | 0.6% |
| 1234 | 14 | 0.6% |
| Other values (631) | 2274 |
| Value | Count | Frequency (%) |
| 1062 | 1 | < 0.1% |
| 1065 | 1 | < 0.1% |
| 1066 | 1 | < 0.1% |
| 1068 | 2 | |
| 1070 | 3 | |
| 1072 | 3 | |
| 1073 | 2 | |
| 1074 | 1 | < 0.1% |
| 1075 | 2 | |
| 1076 | 2 |
| Value | Count | Frequency (%) |
| 1912 | 1 | |
| 1909 | 1 | |
| 1895 | 1 | |
| 1884 | 1 | |
| 1881 | 1 | |
| 1874 | 2 | |
| 1870 | 1 | |
| 1853 | 1 | |
| 1852 | 1 | |
| 1843 | 1 |
ACF and PACF
low
Numeric time series
High correlation Non stationary Seasonal
| Distinct | 636 |
|---|---|
| Distinct (%) | 26.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1334.2426 |
|---|---|
| Minimum | 1045 |
| Maximum | 1864 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 37.8 KiB |
Quantile statistics
| Minimum | 1045 |
|---|---|
| 5-th percentile | 1110 |
| Q1 | 1216 |
| median | 1284 |
| Q3 | 1391 |
| 95-th percentile | 1709.1 |
| Maximum | 1864 |
| Range | 819 |
| Interquartile range (IQR) | 175 |
Descriptive statistics
| Standard deviation | 178.29975 |
|---|---|
| Coefficient of variation (CV) | 0.13363369 |
| Kurtosis | 0.051879058 |
| Mean | 1334.2426 |
| Median Absolute Deviation (MAD) | 78.5 |
| Skewness | 0.98223784 |
| Sum | 3228867 |
| Variance | 31790.802 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.3074901113 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 502 |
|---|---|
| min | 3 days |
| max | 5 days |
| mean | 3 days, 3 hours and 15 minutes |
| std | 8 hours, 21 minutes and 36.73 seconds |
| Value | Count | Frequency (%) |
| 1279 | 17 | 0.7% |
| 1222 | 16 | 0.7% |
| 1196 | 16 | 0.7% |
| 1326 | 16 | 0.7% |
| 1282 | 15 | 0.6% |
| 1328 | 15 | 0.6% |
| 1312 | 15 | 0.6% |
| 1274 | 15 | 0.6% |
| 1284 | 14 | 0.6% |
| 1320 | 14 | 0.6% |
| Other values (626) | 2267 |
| Value | Count | Frequency (%) |
| 1045 | 1 | |
| 1046 | 1 | |
| 1050 | 2 | |
| 1051 | 1 | |
| 1052 | 1 | |
| 1053 | 1 | |
| 1058 | 1 | |
| 1059 | 2 | |
| 1060 | 2 | |
| 1062 | 2 |
| Value | Count | Frequency (%) |
| 1864 | 1 | |
| 1858 | 1 | |
| 1835 | 1 | |
| 1830 | 1 | |
| 1829 | 1 | |
| 1825 | 1 | |
| 1824 | 1 | |
| 1814 | 1 | |
| 1811 | 1 | |
| 1809 | 1 |
ACF and PACF
open
Numeric time series
High correlation Non stationary Seasonal
| Distinct | 640 |
|---|---|
| Distinct (%) | 26.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1341.5438 |
|---|---|
| Minimum | 1052 |
| Maximum | 1909 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 37.8 KiB |
Quantile statistics
| Minimum | 1052 |
|---|---|
| 5-th percentile | 1118 |
| Q1 | 1222.75 |
| median | 1289 |
| Q3 | 1404.25 |
| 95-th percentile | 1722 |
| Maximum | 1909 |
| Range | 857 |
| Interquartile range (IQR) | 181.5 |
Descriptive statistics
| Standard deviation | 180.38004 |
|---|---|
| Coefficient of variation (CV) | 0.13445707 |
| Kurtosis | 0.077134685 |
| Mean | 1341.5438 |
| Median Absolute Deviation (MAD) | 78.5 |
| Skewness | 0.99706676 |
| Sum | 3246536 |
| Variance | 32536.96 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.3203984066 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 502 |
|---|---|
| min | 3 days |
| max | 5 days |
| mean | 3 days, 3 hours and 15 minutes |
| std | 8 hours, 21 minutes and 36.73 seconds |
| Value | Count | Frequency (%) |
| 1292 | 20 | 0.8% |
| 1285 | 19 | 0.8% |
| 1256 | 18 | 0.7% |
| 1248 | 16 | 0.7% |
| 1212 | 15 | 0.6% |
| 1274 | 15 | 0.6% |
| 1198 | 14 | 0.6% |
| 1312 | 14 | 0.6% |
| 1227 | 14 | 0.6% |
| 1279 | 14 | 0.6% |
| Other values (630) | 2261 |
| Value | Count | Frequency (%) |
| 1052 | 1 | < 0.1% |
| 1054 | 2 | |
| 1056 | 1 | < 0.1% |
| 1062 | 1 | < 0.1% |
| 1063 | 2 | |
| 1064 | 1 | < 0.1% |
| 1065 | 3 | |
| 1066 | 1 | < 0.1% |
| 1068 | 1 | < 0.1% |
| 1069 | 2 |
| Value | Count | Frequency (%) |
| 1909 | 1 | |
| 1886 | 1 | |
| 1869 | 2 | |
| 1858 | 1 | |
| 1852 | 1 | |
| 1843 | 1 | |
| 1839 | 1 | |
| 1833 | 1 | |
| 1831 | 1 | |
| 1829 | 1 |
ACF and PACF
repaired?
Boolean
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 21.3 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 2420 |
volume
Real number (ℝ)
Zeros
| Distinct | 901 |
|---|---|
| Distinct (%) | 37.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5835.1264 |
| Minimum | 0 |
|---|---|
| Maximum | 386334 |
| Zeros | 32 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 37.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 35 |
| median | 124 |
| Q3 | 424.25 |
| 95-th percentile | 6997.45 |
| Maximum | 386334 |
| Range | 386334 |
| Interquartile range (IQR) | 389.25 |
Descriptive statistics
| Standard deviation | 30618.806 |
|---|---|
| Coefficient of variation (CV) | 5.2473251 |
| Kurtosis | 48.424382 |
| Mean | 5835.1264 |
| Median Absolute Deviation (MAD) | 109 |
| Skewness | 6.6859213 |
| Sum | 14121006 |
| Variance | 9.3751126 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 32 | 1.3% |
| 20 | 25 | 1.0% |
| 14 | 24 | 1.0% |
| 7 | 23 | 1.0% |
| 4 | 23 | 1.0% |
| 8 | 23 | 1.0% |
| 5 | 23 | 1.0% |
| 27 | 22 | 0.9% |
| 2 | 22 | 0.9% |
| 1 | 21 | 0.9% |
| Other values (891) | 2182 |
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 1 | 21 | |
| 2 | 22 | |
| 3 | 18 | |
| 4 | 23 | |
| 5 | 23 | |
| 6 | 17 | |
| 7 | 23 | |
| 8 | 23 | |
| 9 | 17 |
| Value | Count | Frequency (%) |
| 386334 | 1 | |
| 290889 | 1 | |
| 280546 | 1 | |
| 276136 | 1 | |
| 275442 | 1 | |
| 271457 | 1 | |
| 259050 | 1 | |
| 254428 | 1 | |
| 247168 | 1 | |
| 237497 | 1 |
Interactions
Correlations
| adj close | close | high | low | open | volume | |
|---|---|---|---|---|---|---|
| adj close | 1.000 | 1.000 | 0.998 | 0.998 | 0.996 | 0.013 |
| close | 1.000 | 1.000 | 0.998 | 0.998 | 0.996 | 0.013 |
| high | 0.998 | 0.998 | 1.000 | 0.996 | 0.998 | 0.025 |
| low | 0.998 | 0.998 | 0.996 | 1.000 | 0.998 | -0.001 |
| open | 0.996 | 0.996 | 0.998 | 0.998 | 1.000 | 0.013 |
| volume | 0.013 | 0.013 | 0.025 | -0.001 | 0.013 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Date | adj close | close | high | low | open | repaired? | volume | |
|---|---|---|---|---|---|---|---|---|
| 2010-01-04 | 2010-01-04 | 1118 | 1118 | 1122 | 1097 | 1118 | False | 184 |
| 2010-01-05 | 2010-01-05 | 1118 | 1118 | 1126 | 1115 | 1118 | False | 53 |
| 2010-01-06 | 2010-01-06 | 1136 | 1136 | 1139 | 1121 | 1136 | False | 363 |
| 2010-01-07 | 2010-01-07 | 1133 | 1133 | 1133 | 1129 | 1133 | False | 56 |
| 2010-01-08 | 2010-01-08 | 1138 | 1138 | 1138 | 1123 | 1138 | False | 54 |
| 2010-01-11 | 2010-01-11 | 1151 | 1151 | 1161 | 1143 | 1151 | False | 177 |
| 2010-01-12 | 2010-01-12 | 1129 | 1129 | 1157 | 1127 | 1129 | False | 51 |
| 2010-01-13 | 2010-01-13 | 1136 | 1136 | 1136 | 1121 | 1136 | False | 58 |
| 2010-01-14 | 2010-01-14 | 1143 | 1143 | 1146 | 1133 | 1137 | False | 81 |
| 2010-01-15 | 2010-01-15 | 1130 | 1130 | 1133 | 1127 | 1133 | False | 50 |
| Date | adj close | close | high | low | open | repaired? | volume | |
|---|---|---|---|---|---|---|---|---|
| 2019-08-06 | 2019-08-06 | 1472 | 1472 | 1475 | 1458 | 1470 | False | 460 |
| 2019-08-07 | 2019-08-07 | 1507 | 1507 | 1510 | 1473 | 1474 | False | 824 |
| 2019-08-08 | 2019-08-08 | 1498 | 1498 | 1508 | 1492 | 1498 | False | 367 |
| 2019-08-09 | 2019-08-09 | 1497 | 1497 | 1508 | 1496 | 1506 | False | 74 |
| 2019-08-12 | 2019-08-12 | 1505 | 1505 | 1515 | 1488 | 1496 | False | 257 |
| 2019-08-13 | 2019-08-13 | 1502 | 1502 | 1531 | 1484 | 1510 | False | 672 |
| 2019-08-14 | 2019-08-14 | 1516 | 1516 | 1520 | 1497 | 1500 | False | 328 |
| 2019-08-15 | 2019-08-15 | 1520 | 1520 | 1523 | 1511 | 1520 | False | 87 |
| 2019-08-16 | 2019-08-16 | 1512 | 1512 | 1525 | 1505 | 1525 | False | 1815 |
| 2019-08-19 | 2019-08-19 | 1500 | 1500 | 1508 | 1493 | 1507 | False | 205 |